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Title: :  Crop Yield Prediction Based on Ensemble Model Using Historical Data
PaperId: :  13918
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 7 Issue 2 2021
DUI:    16.0415/IJARIIE-13918
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Deepak.GSRM Valliammai Engineering College
Deepika.JSRM Valliammai Engineering College
Dharshini.MSRM Valliammai Engineering College
Dr.B.VanathiSRM Valliammai Engineering College

Abstract

Computer Engineering
Machine learning (ML), Gaussian Mixture Model(GMM), XGBoost(XGB),Ensemble Model
India is a country where agriculture and agriculture related industries are the dominant source of living for the people. Agriculture is in poor condition since before comparing previous years. The vital reason for this is without a well organized pattern about farming and proper instructions to the farmers. Agriculture is an extensive source of economy of the country. Apart from this India also ail from natural disasters like flood and drought which forfeit the crops. One’s strategy should be spot on while harvesting the crops, factors like season, soil moisture and weather condition should be well planned and also when to harvest the crop to get the maximum yield. In this project study, we provide an effective recommendation system for the farmers using machine learning techniques. In the proposed system we use ensemble based hybrid model to make the classifier strong. The input dataset is been obtained from the public repository. The input historical dataset in provided to machine learning platforms for data processing. The clustering of data is performed using Guassian Mixture Model clustering and for classification of data we use KNN and XGBboost techniques to define the conditions and solutions. This would provide effective recommendation for the farmers in defining the best crop which can be farmed to obtain huge profitable yield analyzing the environmental factors

Citations

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IJARIIE Deepak.G, Deepika.J, Dharshini.M, and Dr.B.Vanathi. "Crop Yield Prediction Based on Ensemble Model Using Historical Data" International Journal Of Advance Research And Innovative Ideas In Education Volume 7 Issue 2 2021 Page 668-673
MLA Deepak.G, Deepika.J, Dharshini.M, and Dr.B.Vanathi. "Crop Yield Prediction Based on Ensemble Model Using Historical Data." International Journal Of Advance Research And Innovative Ideas In Education 7.2(2021) : 668-673.
APA Deepak.G, Deepika.J, Dharshini.M, & Dr.B.Vanathi. (2021). Crop Yield Prediction Based on Ensemble Model Using Historical Data. International Journal Of Advance Research And Innovative Ideas In Education, 7(2), 668-673.
Chicago Deepak.G, Deepika.J, Dharshini.M, and Dr.B.Vanathi. "Crop Yield Prediction Based on Ensemble Model Using Historical Data." International Journal Of Advance Research And Innovative Ideas In Education 7, no. 2 (2021) : 668-673.
Oxford Deepak.G, Deepika.J, Dharshini.M, and Dr.B.Vanathi. 'Crop Yield Prediction Based on Ensemble Model Using Historical Data', International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 2, 2021, p. 668-673. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Crop_Yield_Prediction_Based_on_Ensemble_Model_Using_Historical_Data_ijariie13918.pdf (Accessed : ).
Harvard Deepak.G, Deepika.J, Dharshini.M, and Dr.B.Vanathi. (2021) 'Crop Yield Prediction Based on Ensemble Model Using Historical Data', International Journal Of Advance Research And Innovative Ideas In Education, 7(2), pp. 668-673IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Crop_Yield_Prediction_Based_on_Ensemble_Model_Using_Historical_Data_ijariie13918.pdf (Accessed : )
IEEE Deepak.G, Deepika.J, Dharshini.M, and Dr.B.Vanathi, "Crop Yield Prediction Based on Ensemble Model Using Historical Data," International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 2, pp. 668-673, Mar-App 2021. [Online]. Available: https://ijariie.com/AdminUploadPdf/Crop_Yield_Prediction_Based_on_Ensemble_Model_Using_Historical_Data_ijariie13918.pdf [Accessed : ].
Turabian Deepak.G, Deepika.J, Dharshini.M, and Dr.B.Vanathi. "Crop Yield Prediction Based on Ensemble Model Using Historical Data." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 7 number 2 ().
Vancouver Deepak.G, Deepika.J, Dharshini.M, and Dr.B.Vanathi. Crop Yield Prediction Based on Ensemble Model Using Historical Data. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2021 [Cited : ]; 7(2) : 668-673. Available from: https://ijariie.com/AdminUploadPdf/Crop_Yield_Prediction_Based_on_Ensemble_Model_Using_Historical_Data_ijariie13918.pdf
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